{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 利用k-均值算法对种子数据聚类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据集包含7个特征值和1个分类标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         A      P       C     LK     WK     AC    LKG  class\n",
      "24   15.01  14.76  0.8657  5.789  3.245  1.791  5.001      1\n",
      "91   18.76  16.20  0.8984  6.172  3.796  3.120  6.053      2\n",
      "98   18.17  16.26  0.8637  6.271  3.512  2.853  6.273      2\n",
      "163  12.55  13.57  0.8558  5.333  2.968  4.419  5.176      3\n",
      "52   14.49  14.61  0.8538  5.715  3.113  4.116  5.396      1\n"
     ]
    }
   ],
   "source": [
    "# 步骤1：读取数据\n",
    "import pandas as pd\n",
    "filename = 'data/seeds_dataset.txt'\n",
    "data = pd.read_csv(filename, sep='\\t', header = None)\n",
    "# 面积（area, A）、周长（perimeter, P）、紧密度（compactness, C）、\n",
    "# 内核长度（length of kernel, LK）、内核宽度（width of kernel, WK）、\n",
    "# 不对称系数（asymmetry coefficient, AC）、\n",
    "# 核槽长度（length of kernel groove, LKG）、实际种类标签（class）\n",
    "data.columns = ['A', 'P', 'C', 'LK', 'WK', 'AC', 'LKG', 'class']\n",
    "print(data.sample(n=5,  random_state=10))  # 随机抽取5行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 步骤2：绘制散点图矩阵，观察特征数据的分布与区分度\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.figsize'] = (15, 10)\n",
    "plt.rcParams.update({'font.size': 15}) \n",
    "#plt.rcParams.update({'axes.labelsize' : 15}) # 标签文字大小\n",
    "\n",
    "#pd.plotting.scatter_matrix(data.iloc[:,:7], diagonal='hist')\n",
    "# 由于篇幅限制，只展示前4个属性的散点图矩阵\n",
    "pd.plotting.scatter_matrix(data.iloc[:,:4], diagonal='hist')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 步骤3：数据预处理\n",
    "#获取特征数据\n",
    "X = data.iloc[:,0:7].values.astype(float)\n",
    "#使用StandardScaler()类对数据预处理\n",
    "from sklearn import preprocessing\n",
    "scaler = preprocessing.StandardScaler()\n",
    "scaler.fit(X)\n",
    "X_scaled = scaler.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(n_clusters=3, random_state=1)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 步骤4：用k-means聚类算法训练模型\n",
    "from sklearn.cluster import KMeans\n",
    "kmeans = KMeans(n_clusters=3,random_state=1)\n",
    "kmeans.fit(X_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#步骤5：输出聚类结果，绘制散点图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "#print(kmeans.labels_)  # 显示聚类标签\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 指定中文字体\n",
    "plt.rcParams['font.size'] = 15\n",
    "markers=(\".\",\"+\",\"x\")   \n",
    "C=(\"r\",\"g\",\"b\")\n",
    "#pd.plotting.scatter_matrix(data.iloc[:,:7], c=kmeans.labels_,\n",
    "#                           diagonal='hist',s=150)\n",
    "# 由于篇幅限制，只显示前3个属性的散点图矩阵\n",
    "#pd.plotting.scatter_matrix(data.iloc[:,:3], c=kmeans.labels_,\n",
    "#                           diagonal='hist',s=150)\n",
    "\n",
    "# 以P和C为横纵坐标为例，绘制各点所属的簇分布\n",
    "for i in np.unique(kmeans.labels_):\n",
    "    plt.scatter(data[kmeans.labels_==i].iloc[:,1:2], #第1列P\n",
    "                data[kmeans.labels_==i].iloc[:,2:3], #第2列C\n",
    "                c=C[i],marker=markers[i],s=130,label=f\"第{i}簇\")\n",
    "plt.legend()\n",
    "plt.xlabel(\"P：周长\")\n",
    "plt.ylabel(\"C：紧密度\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
